import os
import numpy as np
import pandas as pd
from tqdm import tqdm
import matplotlib.pyplot as plt
import seaborn as sns
sns.set_context('notebook', font_scale=1.5, rc={'lines.markeredgewidth': 2})
C:\Users\marinag\Anaconda3\envs\visual_behavior_sdk\lib\site-packages\numpy\_distributor_init.py:32: UserWarning: loaded more than 1 DLL from .libs: C:\Users\marinag\Anaconda3\envs\visual_behavior_sdk\lib\site-packages\numpy\.libs\libopenblas.GK7GX5KEQ4F6UYO3P26ULGBQYHGQO7J4.gfortran-win_amd64.dll C:\Users\marinag\Anaconda3\envs\visual_behavior_sdk\lib\site-packages\numpy\.libs\libopenblas.PYQHXLVVQ7VESDPUVUADXEVJOBGHJPAY.gfortran-win_amd64.dll stacklevel=1)
%load_ext autoreload
%autoreload 2
%matplotlib inline
from visual_behavior.data_access import loading as loading
from allensdk.brain_observatory.behavior.behavior_project_cache import VisualBehaviorOphysProjectCache
import visual_behavior.utilities as vbu
import visual_behavior.visualization.utils as utils
import visual_behavior.data_access.utilities as utilities
import visual_behavior.visualization.behavior
import visual_behavior.visualization.ophys.platform_paper_figures as ppf
import visual_behavior.visualization.ophys.summary_figures as sf
import visual_behavior.visualization.ophys.experiment_summary_figures as df
experiments_table = loading.get_platform_paper_experiment_table()
print(len(experiments_table))
1249
cache_dir = loading.get_platform_analysis_cache_dir()
cache = VisualBehaviorOphysProjectCache.from_s3_cache(cache_dir=cache_dir)
# behavior_sessions = cache.get_behavior_session_table()
behavior_sessions = loading.get_platform_paper_behavior_session_table(include_4x2_data=False)
4787 behavior sessions in original behavior_sessions table 4787 behavior sessions after merging with project codes 4779 sessions after removing NaN session types 3667 sessions after removing VisualBehaviorMultiscope4areasx2d and Ai94 3667 sessions after adding session number, passive flag, and cell type columns 3667 sessions after adding experience_level column 3667 sessions after adding training_stage columns
behavior_sessions.project_code.unique()
array(['VisualBehaviorMultiscope', 'VisualBehaviorTask1B',
'VisualBehavior'], dtype=object)
# make fake ophys_container_id column so the below functions will work
behavior_sessions['ophys_container_id'] = behavior_sessions.mouse_id.values
# add last familiar and first novel columns
behavior_sessions = utilities.add_date_string(behavior_sessions)
behavior_sessions = utilities.add_n_relative_to_first_novel_column(behavior_sessions)
behavior_sessions = utilities.add_first_novel_column(behavior_sessions)
behavior_sessions = utilities.add_last_familiar_active_column(behavior_sessions)
original_behavior_sessions = behavior_sessions.copy()
save_dir = r'\\allen\programs\braintv\workgroups\nc-ophys\visual_behavior\platform_paper_plots\figure_1\behavior_metrics'
def get_save_folder(method, engaged_only, per_image):
folder = method
if engaged_only:
folder = folder+'_engaged_only'
if per_image:
folder = folder+'_per_image'
return folder
def get_behavior_stats_for_sessions(behavior_session_ids, behavior_sessions,
method='stimulus_based', engaged_only=True, per_image=False):
behavior_stats = pd.DataFrame()
problem_sessions = []
for behavior_session_id in tqdm(behavior_session_ids):
try:
print('loading for', behavior_session_id)
stats = vbu.get_cached_behavior_stats(behavior_session_id, engaged_only=engaged_only, method=method, per_image=per_image)
behavior_stats = pd.concat([behavior_stats, stats])
except:
print('cant load stats for', behavior_session_id)
problem_sessions.append(behavior_session_id)
cache_dir = vbu.get_behavior_stats_cache_dir(method=method, engaged_only=engaged_only, per_image=per_image)
filepath = os.path.join(cache_dir, 'all_sessions.h5')
if not os.path.exists(filepath):
behavior_stats.to_hdf(filepath, key='data')
# merge stats with session metadata
behavior_stats = behavior_stats.merge(behavior_sessions, on='behavior_session_id')
# remove 4x2 sessions
behavior_stats = behavior_stats[behavior_stats.project_code!='VisualBehaviorMultiscope4areasx2d']
return behavior_stats, problem_sessions
%%time
method = 'stimulus_based'
engaged_only = True
per_image = False
folder = get_save_folder(method, engaged_only, per_image)
behavior_session_ids = behavior_sessions.index.values
behavior_stats, problem_sessions = get_behavior_stats_for_sessions(behavior_session_ids, behavior_sessions,
method=method, engaged_only=engaged_only, per_image=per_image)
original_behavior_stats = behavior_stats.copy()
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len(problem_sessions)
8
# # turn problem session list to a df
# tmp = pd.DataFrame(problem_sessions, columns=['behavior_session_id'])
# # load existing df of sessions
# save_dir = loading.get_platform_analysis_cache_dir()
# # problems_df = pd.read_csv(os.path.join(save_dir, 'problem_behavior_sessions.csv'))
# # # merge them and re-save
# # df = pd.concat([tmp, problems_df])
# df.to_csv(os.path.join(save_dir, 'problem_behavior_sessions.csv'))
# dataset = cache.get_behavior_session(818825644)
metrics = behavior_stats.keys()
metrics = metrics[1:18]
metrics
Index(['response_latency_count', 'response_latency_mean',
'response_latency_std', 'response_latency_min', 'response_latency_25%',
'response_latency_50%', 'response_latency_75%', 'response_latency_max',
'hit_rate', 'fa_rate', 'number_of_engaged_go_trials',
'number_of_engaged_hits', 'number_of_engaged_catch_trials',
'number_of_engaged_false_alarms', 'fraction_engaged',
'dprime_trial_corrected', 'dprime_non_trial_corrected'],
dtype='object')
order = np.sort(behavior_stats.training_stage.unique())
training_stages = np.hstack((order[-6:], order[:6]))
training_stages
array(['TRAINING_0', 'TRAINING_1', 'TRAINING_2', 'TRAINING_3',
'TRAINING_4', 'TRAINING_5', 'OPHYS_0', 'OPHYS_1', 'OPHYS_2',
'OPHYS_3', 'OPHYS_4', 'OPHYS_5'], dtype=object)
color_map = utils.get_session_type_color_map()
keys = []
for training_stage in training_stages:
keys.append([key for key in list(color_map.keys())[:-6] if training_stage in key][0])
colors = [list(color_map[key]) for key in keys]
c = []
for i in range(len(colors)):
c.append([int(color) for color in colors[i]])
# metric = 'dprime_trial_corrected'
data = behavior_stats[behavior_stats.last_day_of_stage==True]
for metric in metrics:
figsize=(6,4)
fig, ax = plt.subplots(figsize=figsize)
ax = sns.boxplot(data=data, x='training_stage', y=metric, order=training_stages, palette='gray', ax=ax)
ax.set_xticklabels(training_stages, rotation=90);
utils.save_figure(fig, figsize, save_dir, folder, metric+'boxplot_by_training_stage')
data = behavior_stats[behavior_stats.last_day_of_stage==True]
for metric in metrics:
figsize=(6,4)
fig, ax = plt.subplots(figsize=figsize)
order = np.sort(data['training_stage'].unique())
ax = sns.pointplot(data=data, x='training_stage', y=metric, order=training_stages,
join=False, ax=ax)
ax.set_xticklabels(training_stages, rotation=90);
utils.save_figure(fig, figsize, save_dir, folder, metric+'_pointplot_by_training_stage')
%%time
method = 'stimulus_based'
engaged_only = True
per_image = True
folder = get_save_folder(method, engaged_only, per_image)
behavior_session_ids = behavior_sessions.index.values
behavior_stats, problem_sessions = get_behavior_stats_for_sessions(behavior_session_ids, behavior_sessions,
method=method, engaged_only=engaged_only, per_image=per_image)
original_behavior_stats = behavior_stats.copy()
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Wall time: 2min 33s
behavior_stats.keys()
Index(['behavior_session_id', 'image_name', 'hit_rate', 'fa_rate',
'response_latency_count', 'response_latency_mean',
'response_latency_std', 'response_latency_min', 'response_latency_25%',
'response_latency_50%', 'response_latency_75%', 'response_latency_max',
'number_of_engaged_go_trials', 'number_of_engaged_hits',
'number_of_engaged_catch_trials', 'number_of_engaged_false_alarms',
'fraction_engaged', 'dprime_trial_corrected',
'dprime_non_trial_corrected', 'equipment_name', 'full_genotype',
'mouse_id', 'reporter_line', 'driver_line', 'sex', 'age_in_days',
'cre_line', 'indicator', 'session_number',
'prior_exposures_to_session_type', 'prior_exposures_to_image_set',
'prior_exposures_to_omissions', 'ophys_session_id',
'ophys_experiment_id', 'ophys_container_id', 'date_of_acquisition',
'session_type', 'file_id', 'project_code', 'passive', 'cell_type',
'experience_level', 'training_stage', 'first_day_of_stage',
'last_day_of_stage', 'date', 'n_relative_to_first_novel', 'first_novel',
'last_familiar_active'],
dtype='object')
TBD: limit to sessions with >50% engaged time
stats = behavior_stats[(behavior_stats.last_familiar_active==True)|(behavior_stats.first_novel)]
metrics = behavior_stats.keys()[2:19]
metrics
Index(['hit_rate', 'fa_rate', 'response_latency_count',
'response_latency_mean', 'response_latency_std', 'response_latency_min',
'response_latency_25%', 'response_latency_50%', 'response_latency_75%',
'response_latency_max', 'number_of_engaged_go_trials',
'number_of_engaged_hits', 'number_of_engaged_catch_trials',
'number_of_engaged_false_alarms', 'fraction_engaged',
'dprime_trial_corrected', 'dprime_non_trial_corrected'],
dtype='object')
order = np.sort(stats.experience_level.unique())
colors = utils.get_colors_for_session_numbers()
colors = [colors[0], colors[4]]
data = stats.copy()
for metric in metrics:
figsize=(6,4)
fig, ax = plt.subplots(figsize=figsize)
ax = sns.pointplot(data=data, x='experience_level', y=metric, order=order,
hue='experience_level', hue_order=order, colors=colors, join=False, ax=ax)
ax.set_xticklabels(order, rotation=90);
# ax.set_ylim(0, 1)
utils.save_figure(fig, figsize, save_dir, folder, metric+'_pointplot_by_experience_level')
stats = behavior_stats[(behavior_stats.last_familiar_active==True)|(behavior_stats.first_novel)]
def plot_metric_data_per_image(data, metric='dprime_trial_corrected', title='', ax=None):
if ax is None:
fig, ax = plt.subplots()
image_order = data.groupby(['image_name']).mean()[[metric]].sort_values(by=[metric]).index.values
ax = sns.pointplot(data=data, x='image_name', y=metric, order=image_order, join=False, ax=ax)
ax.set_title(title)
ax.set_xticklabels(image_order, rotation=90)
ax.set_xlabel('')
ax.set_ylabel(metric)
# ax.set_ylim(0,1)
return ax
metric = 'response_latency_mean'
fig, ax = plt.subplots(2,2, figsize=(9,8))
ax = ax.ravel()
# A-B mice
data = stats[stats.project_code.isin(['VisualBehavior', 'VisualBehaviorMultiscope'])]
# familiar data
familiar_data = data[data.experience_level=='Familiar']
ax[0] = plot_metric_data_per_image(familiar_data, metric=metric, title='Familiar images\nimage set A', ax=ax[0])
# novel data
novel_data = data[data.experience_level=='Novel 1']
ax[1] = plot_metric_data_per_image(novel_data, metric=metric, title='Novel images\nimage set B', ax=ax[1])
# B-A mice
data = stats[stats.project_code.isin(['VisualBehaviorTask1B'])]
# familiar data
familiar_data = data[data.experience_level=='Familiar']
ax[2] = plot_metric_data_per_image(familiar_data, metric=metric, title='Familiar images\nimage set B', ax=ax[2])
# novel data
novel_data = data[data.experience_level=='Novel 1']
ax[3] = plot_metric_data_per_image(novel_data, metric=metric, title='Novel images\nimage set A', ax=ax[3])
for i in range(4):
ax[i].set_ylim(0.35,0.55)
fig.tight_layout()
metric = 'dprime_trial_corrected'
fig, ax = plt.subplots(2,2, figsize=(9,8))
ax = ax.ravel()
# A-B mice
data = stats[stats.project_code.isin(['VisualBehavior', 'VisualBehaviorMultiscope'])]
# familiar data
familiar_data = data[data.experience_level=='Familiar']
ax[0] = plot_metric_data_per_image(familiar_data, metric=metric, title='Familiar images\nimage set A', ax=ax[0])
# novel data
novel_data = data[data.experience_level=='Novel 1']
ax[1] = plot_metric_data_per_image(novel_data, metric=metric, title='Novel images\nimage set B', ax=ax[1])
# B-A mice
data = stats[stats.project_code.isin(['VisualBehaviorTask1B'])]
# familiar data
familiar_data = data[data.experience_level=='Familiar']
ax[2] = plot_metric_data_per_image(familiar_data, metric=metric, title='Familiar images\nimage set B', ax=ax[2])
# novel data
novel_data = data[data.experience_level=='Novel 1']
ax[3] = plot_metric_data_per_image(novel_data, metric=metric, title='Novel images\nimage set A', ax=ax[3])
for i in range(4):
ax[i].set_ylim(0,2)
fig.tight_layout()
def plot_hit_fa_rates(data, title='', ax=None):
if ax is None:
fig, ax = plt.subplots()
image_order = data.groupby(['image_name']).mean()[['hit_rate']].sort_values(by=['hit_rate']).index.values
# hits
ax = sns.pointplot(data=data, x='image_name', y='hit_rate', order=image_order, color='g', join=False, ax=ax)
# FA
ax = sns.pointplot(data=data, x='image_name', y='fa_rate', order=image_order, color='r', join=False, ax=ax)
ax.set_title(title)
# ax.set_xticklabels([image[2:] if image!='omitted' else image for image in image_order], rotation=90)
ax.set_xticklabels(image_order, rotation=90)
ax.set_xlabel('')
ax.set_ylabel('response probability')
ax.set_ylim(0,1)
return ax
fig, ax = plt.subplots(2,2, figsize=(9,8))
ax = ax.ravel()
# A-B mice
data = stats[stats.project_code.isin(['VisualBehavior', 'VisualBehaviorMultiscope'])]
# familiar data
familiar_data = data[data.experience_level=='Familiar']
ax[0] = plot_hit_fa_rates(familiar_data, title='Familiar images\nimage set A', ax=ax[0])
# novel data
novel_data = data[data.experience_level=='Novel 1']
ax[1] = plot_hit_fa_rates(novel_data, title='Novel images\nimage set B', ax=ax[1])
# B-A mice
data = stats[stats.project_code.isin(['VisualBehaviorTask1B'])]
# familiar data
familiar_data = data[data.experience_level=='Familiar']
ax[2] = plot_hit_fa_rates(familiar_data, title='Familiar images\nimage set B', ax=ax[2])
# novel data
novel_data = data[data.experience_level=='Novel 1']
ax[3] = plot_hit_fa_rates(novel_data, title='Novel images\nimage set A', ax=ax[3])
fig.tight_layout()
import visual_behavior.visualization.behavior as behavior
method = 'response_probability'
engaged_only = False
per_image = False
folder = get_save_folder(method, engaged_only, per_image)
familiar_sessions = behavior_sessions[behavior_sessions.last_familiar_active==True].index.values
novel_sessions = behavior_sessions[behavior_sessions.first_novel==True].index.values
print(len(familiar_sessions), len(novel_sessions))
78 78
# get response probability dataframe
familiar_response_probability = behavior.aggregate_response_probability_across_sessions(familiar_sessions, engaged_only=engaged_only)
novel_response_probability = behavior.aggregate_response_probability_across_sessions(novel_sessions, engaged_only=engaged_only)
# add metadata
familiar_response_probability = familiar_response_probability.merge(behavior_sessions, on='behavior_session_id')
novel_response_probability = novel_response_probability.merge(behavior_sessions, on='behavior_session_id')
figsize = (10,10)
fig, ax = plt.subplots(2,2, figsize=figsize)
ax = ax.ravel()
# A-B mice
familiar_data = familiar_response_probability[familiar_response_probability.project_code.isin(['VisualBehavior', 'VisualBehaviorMultiscope'])]
novel_data = novel_response_probability[novel_response_probability.project_code.isin(['VisualBehavior', 'VisualBehaviorMultiscope'])]
# get matrices
familiar_response_matrix = behavior.average_response_probability_across_sessions(familiar_data, sort=True)
novel_response_matrix = behavior.average_response_probability_across_sessions(novel_data, sort=True)
ax[0] = sns.heatmap(familiar_response_matrix, cmap='magma', vmin=0, vmax=1, square=True,
cbar_kws={'label':'response probability', 'shrink':0.7}, ax=ax[0])
ax[0].set_xlabel('change image name')
ax[0].set_ylabel('initial image name')
ax[0].set_title('Familiar images')
ax[1] = sns.heatmap(novel_response_matrix, cmap='magma', vmin=0, vmax=1, square=True,
cbar_kws={'label':'response probability', 'shrink':0.7}, ax=ax[1])
ax[1].set_xlabel('change image name')
ax[1].set_ylabel('initial image name')
ax[1].set_title('Novel images')
# B-A mice
familiar_data = familiar_response_probability[familiar_response_probability.project_code.isin(['VisualBehaviorTask1B'])]
novel_data = novel_response_probability[novel_response_probability.project_code.isin(['VisualBehaviorTask1B'])]
# get matrices
familiar_response_matrix = behavior.average_response_probability_across_sessions(familiar_data, sort=True)
novel_response_matrix = behavior.average_response_probability_across_sessions(novel_data, sort=True)
ax[2] = sns.heatmap(familiar_response_matrix, cmap='magma', vmin=0, vmax=1, square=True,
cbar_kws={'label':'response probability', 'shrink':0.7}, ax=ax[2])
ax[2].set_xlabel('change image name')
ax[2].set_ylabel('initial image name')
ax[2].set_title('Familiar images')
ax[3] = sns.heatmap(novel_response_matrix, cmap='magma', vmin=0, vmax=1, square=True,
cbar_kws={'label':'response probability', 'shrink':0.7}, ax=ax[3])
ax[3].set_xlabel('change image name')
ax[3].set_ylabel('initial image name')
ax[3].set_title('Novel images')
fig.tight_layout()
utils.save_figure(fig, figsize, save_dir, folder, 'response_probability_familiar_novel')
method = 'response_probability'
engaged_only = True
per_image = False
folder = get_save_folder(method, engaged_only, per_image)
familiar_sessions = behavior_sessions[behavior_sessions.last_familiar_active==True].index.values
novel_sessions = behavior_sessions[behavior_sessions.first_novel==True].index.values
print(len(familiar_sessions), len(novel_sessions))
78 78
# get response probability dataframe
familiar_response_probability = behavior.aggregate_response_probability_across_sessions(familiar_sessions, engaged_only=engaged_only)
novel_response_probability = behavior.aggregate_response_probability_across_sessions(novel_sessions, engaged_only=engaged_only)
# add metadata
familiar_response_probability = familiar_response_probability.merge(behavior_sessions, on='behavior_session_id')
novel_response_probability = novel_response_probability.merge(behavior_sessions, on='behavior_session_id')
figsize = (10,10)
fig, ax = plt.subplots(2,2, figsize=figsize)
ax = ax.ravel()
# A-B mice
familiar_data = familiar_response_probability[familiar_response_probability.project_code.isin(['VisualBehavior', 'VisualBehaviorMultiscope'])]
novel_data = novel_response_probability[novel_response_probability.project_code.isin(['VisualBehavior', 'VisualBehaviorMultiscope'])]
# get matrices
familiar_response_matrix = behavior.average_response_probability_across_sessions(familiar_data, sort=True)
novel_response_matrix = behavior.average_response_probability_across_sessions(novel_data, sort=True)
ax[0] = sns.heatmap(familiar_response_matrix, cmap='magma', vmin=0, vmax=1, square=True,
cbar_kws={'label':'response probability', 'shrink':0.7}, ax=ax[0])
ax[0].set_xlabel('change image name')
ax[0].set_ylabel('initial image name')
ax[0].set_title('Familiar images\nimage set A')
ax[1] = sns.heatmap(novel_response_matrix, cmap='magma', vmin=0, vmax=1, square=True,
cbar_kws={'label':'response probability', 'shrink':0.7}, ax=ax[1])
ax[1].set_xlabel('change image name')
ax[1].set_ylabel('initial image name')
ax[1].set_title('Novel images\nimage set B')
# B-A mice
familiar_data = familiar_response_probability[familiar_response_probability.project_code.isin(['VisualBehaviorTask1B'])]
novel_data = novel_response_probability[novel_response_probability.project_code.isin(['VisualBehaviorTask1B'])]
# get matrices
familiar_response_matrix = behavior.average_response_probability_across_sessions(familiar_data, sort=True)
novel_response_matrix = behavior.average_response_probability_across_sessions(novel_data, sort=True)
ax[2] = sns.heatmap(familiar_response_matrix, cmap='magma', vmin=0, vmax=1, square=True,
cbar_kws={'label':'response probability', 'shrink':0.7}, ax=ax[2])
ax[2].set_xlabel('change image name')
ax[2].set_ylabel('initial image name')
ax[2].set_title('Familiar images\nimage set B')
ax[3] = sns.heatmap(novel_response_matrix, cmap='magma', vmin=0, vmax=1, square=True,
cbar_kws={'label':'response probability', 'shrink':0.7}, ax=ax[3])
ax[3].set_xlabel('change image name')
ax[3].set_ylabel('initial image name')
ax[3].set_title('Novel images\nimage set A')
fig.tight_layout()
utils.save_figure(fig, figsize, save_dir, folder, 'response_probability_familiar_novel_engaged_only')
familiar_sessions = behavior_sessions[(behavior_sessions.last_familiar_active==True) &
(behavior_sessions.project_code.isin(['VisualBehavior', 'VisualBehaviorMultiscope']))].index.values
novel_sessions = behavior_sessions[(behavior_sessions.first_novel==True) &
(behavior_sessions.project_code.isin(['VisualBehavior', 'VisualBehaviorMultiscope']))].index.values
print(len(familiar_sessions), len(novel_sessions))
52 52
familiar_data = behavior.aggregate_response_probability_across_sessions(familiar_sessions, engaged_only=engaged_only)
novel_data = behavior.aggregate_response_probability_across_sessions(novel_sessions, engaged_only=engaged_only)
len(familiar_data.image_name.unique())
8
def add_image_pair_column(data):
data = data.reset_index(drop=True)
data['image_pair'] = [data.iloc[row]['previous_image_name'][2:]+'_'+data.iloc[row]['image_name'][2:] for row in range(len(data))]
return data
familiar_data = add_image_pair_column(familiar_data)
novel_data = add_image_pair_column(novel_data)
familiar_pair_order = familiar_data.groupby('image_pair').mean()[['response_probability']].sort_values(by='response_probability').index.values
novel_pair_order = novel_data.groupby('image_pair').mean()[['response_probability']].sort_values(by='response_probability').index.values
figsize = (16,4)
fig, ax = plt.subplots(1, 2, figsize=figsize)
ax[0] = sns.pointplot(data=familiar_data, x='image_pair', y='response_probability', order=familiar_pair_order,
color='gray', join=False, ax=ax[0])
ax[0].set_xticklabels(familiar_pair_order, rotation=90, fontsize=8)
ax[0].set_xlabel('image pair')
ax[0].set_ylim(0, 1)
ax[0].set_title('Familiar images')
ax[1] = sns.pointplot(data=novel_data, x='image_pair', y='response_probability', order=novel_pair_order,
color='gray', join=False, ax=ax[1])
ax[1].set_xticklabels(novel_pair_order, rotation=90, fontsize=8)
ax[1].set_xlabel('image pair')
ax[1].set_ylim(0, 1)
ax[1].set_title('Novel images')
fig.tight_layout()
def add_image_pair_index(data, pair_order):
data['image_pair_index'] = None
for row in range(len(data)):
image_pair = data.iloc[row].image_pair
pairs = list(pair_order)
index = pairs.index(image_pair)
data.at[row, 'image_pair_index'] = index
return data
familiar_data = add_image_pair_index(familiar_data, familiar_pair_order)
novel_data = add_image_pair_index(novel_data, novel_pair_order)
order = np.sort(stats.experience_level.unique())
colors = utils.get_colors_for_session_numbers()
colors = [colors[0], colors[3]]
order = np.sort(familiar_data.image_pair_index.unique())
figsize = (8,4)
fig, ax = plt.subplots(figsize=figsize)
ax = sns.pointplot(data=familiar_data, x='image_pair_index', y='response_probability', order=order,
color=colors[0], label='Familiar', join=False, ax=ax)
ax = sns.pointplot(data=novel_data, x='image_pair_index', y='response_probability', order=order,
color=colors[1], label='Novel', join=False, ax=ax)
ax.set_xticklabels(order, rotation=90, fontsize=8)
ax.set_xlabel('image pair (sorted)')
ax.set_ylim(0, 1)
ax.legend(['Familiar - image set A', 'Novel - image set B'], loc='upper left', fontsize='small')
ax.set_title('behavior performance across image transitions\n VisualBehavior & VisualBehaviorMultiscope')
ax.set_ylabel('response probability')
Text(0, 0.5, 'response probability')
Note: Novel is actually blue
low_perf_images = familiar_data[familiar_data.image_pair_index.isin(np.arange(8,32))].image_name.unique()
familiar_experiment_id = experiments_table[experiments_table.behavior_session_id==familiar_data.behavior_session_id.values[0]].index.values[0]
dataset = loading.get_ophys_dataset(familiar_experiment_id)
C:\Users\marinag\AppData\Roaming\Python\Python37\site-packages\hdmf\spec\namespace.py:533: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.0 is already loaded. % (ns['name'], ns['version'], self.__namespaces.get(ns['name'])['version']))
stimulus_templates = dataset.stimulus_templates.copy()
fig, ax = plt.subplots(2,4,figsize=(10,5))
ax=ax.ravel()
for i,image_name in enumerate(stimulus_templates.index):
ax[i].imshow(stimulus_templates.loc[image_name]['warped'], cmap='gray')
if image_name in low_perf_images:
color='r'
else:
color='k'
ax[i].set_title(image_name, color=color)
ax[i].axis('off')
These are generally the high spatial frequency images...
novel_low_perf_images = novel_data[novel_data.image_pair_index.isin(np.arange(8,32))].image_name.unique()
novel_experiment_id = experiments_table[experiments_table.behavior_session_id==novel_data.behavior_session_id.values[0]].index.values[0]
dataset = loading.get_ophys_dataset(novel_experiment_id)
C:\Users\marinag\AppData\Roaming\Python\Python37\site-packages\hdmf\spec\namespace.py:533: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.0 is already loaded.
% (ns['name'], ns['version'], self.__namespaces.get(ns['name'])['version']))
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\rig_geometry.py:135: UserWarning: This nwb file with identifier '795953296' has no eye tracking rig metadata. (NWB error: "'eye_tracking_rig_metadata' not found in processing of NWBFile 'root'.")
warnings.warn("This nwb file with identifier "
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\eye_tracking_table.py:136: UserWarning: This nwb file with identifier '795953296' has no eye tracking data. (NWB error: 'EyeTracking')
warnings.warn("This nwb file with identifier "
stimulus_templates = dataset.stimulus_templates.copy()
fig, ax = plt.subplots(2,4,figsize=(10,5))
ax=ax.ravel()
for i,image_name in enumerate(stimulus_templates.index):
ax[i].imshow(stimulus_templates.loc[image_name]['warped'], cmap='gray')
if image_name in novel_low_perf_images:
color='r'
else:
color='k'
ax[i].set_title(image_name, color=color)
ax[i].axis('off')
novel_low_perf_images
array(['im073', 'im106', 'im075', 'im031', 'im035', 'im000', 'im054'],
dtype=object)
# does it matter what image it changed from?
novel_data[novel_data.image_pair_index.isin(np.arange(8,32))].previous_image_name.unique()
array(['im106', 'im075', 'im031', 'im035', 'im000', 'im054', 'im045'],
dtype=object)
np.sort(novel_data[novel_data.image_pair_index.isin(np.arange(8,32))].image_pair.unique())
array(['000_031', '000_035', '000_073', '000_075', '031_035', '031_054',
'031_073', '031_075', '031_106', '035_073', '035_075', '035_106',
'045_035', '045_054', '045_073', '045_075', '054_000', '054_031',
'054_035', '054_073', '054_075', '075_035', '075_073', '106_073'],
dtype=object)
familiar_sessions = behavior_sessions[(behavior_sessions.last_familiar_active==True) &
(behavior_sessions.project_code.isin(['VisualBehaviorTask1B']))].index.values
novel_sessions = behavior_sessions[(behavior_sessions.first_novel==True) &
(behavior_sessions.project_code.isin(['VisualBehaviorTask1B']))].index.values
print(len(familiar_sessions), len(novel_sessions))
familiar_data = behavior.aggregate_response_probability_across_sessions(familiar_sessions, engaged_only=engaged_only)
novel_data = behavior.aggregate_response_probability_across_sessions(novel_sessions, engaged_only=engaged_only)
familiar_data = add_image_pair_column(familiar_data)
novel_data = add_image_pair_column(novel_data)
familiar_pair_order = familiar_data.groupby('image_pair').mean()[['response_probability']].sort_values(by='response_probability').index.values
novel_pair_order = novel_data.groupby('image_pair').mean()[['response_probability']].sort_values(by='response_probability').index.values
familiar_data = add_image_pair_index(familiar_data, familiar_pair_order)
novel_data = add_image_pair_index(novel_data, novel_pair_order)
26 26
colors = utils.get_colors_for_session_numbers()
colors = [colors[0], colors[3]]
sns.palplot(colors)
order = np.sort(familiar_data.image_pair_index.unique())
figsize = (8,4)
fig, ax = plt.subplots(figsize=figsize)
ax = sns.pointplot(data=familiar_data, x='image_pair_index', y='response_probability', order=order,
color=colors[0], label='Familiar - image set B', join=False, ax=ax)
ax = sns.pointplot(data=novel_data, x='image_pair_index', y='response_probability', order=order,
color=colors[1], label='Novel - image set A', join=False, ax=ax)
ax.set_xticklabels(order, rotation=90, fontsize=8)
ax.set_xlabel('image pair')
ax.set_ylim(0, 1)
ax.legend(['Familiar - image set B', 'Novel - image set A'], loc='upper left', fontsize='small')
ax.set_title('behavior performance across image transitions\n VisualBehaviorTask1B')
ax.set_ylabel('response probability')
Text(0, 0.5, 'response probability')
Note: Novel is actually blue
Difference isnt as bad, but it does indicate that image set A (which is Novel here, i.e. blue) does have images that are simply harder to detect
low_perf_images = novel_data[novel_data.image_pair_index.isin(np.arange(8,22))].image_name.unique()
novel_experiment_id = experiments_table[experiments_table.behavior_session_id==novel_data.behavior_session_id.values[0]].index.values[0]
dataset = loading.get_ophys_dataset(familiar_experiment_id)
stimulus_templates = dataset.stimulus_templates.copy()
fig, ax = plt.subplots(2,4,figsize=(10,5))
ax=ax.ravel()
for i,image_name in enumerate(stimulus_templates.index):
ax[i].imshow(stimulus_templates.loc[image_name]['warped'], cmap='gray')
if image_name in low_perf_images:
color='r'
else:
color='k'
ax[i].set_title(image_name, color=color)
ax[i].axis('off')
C:\Users\marinag\AppData\Roaming\Python\Python37\site-packages\hdmf\spec\namespace.py:533: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.0 is already loaded. % (ns['name'], ns['version'], self.__namespaces.get(ns['name'])['version']))
mouse_id = behavior_sessions.mouse_id.unique()[0]
mouse_data = behavior_sessions[behavior_sessions.mouse_id==mouse_id]
training_stages = np.sort(mouse_data[mouse_data.training_stage.str.contains('TRAINING')].training_stage.unique())
behavior_session_id = mouse_data[(mouse_data.training_stage==training_stages[0])&(mouse_data.first_day_of_stage)].index.values[0]
dataset = cache.get_behavior_session(behavior_session_id, skip_eye_tracking=True)
C:\Users\marinag\AppData\Roaming\Python\Python37\site-packages\hdmf\spec\namespace.py:533: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.0 is already loaded. % (ns['name'], ns['version'], self.__namespaces.get(ns['name'])['version']))
import visual_behavior.visualization.ophys.experiment_summary_figures as ep
figsize = (10,5)
fig, ax = plt.subplots(1,2, figsize=figsize)
trials = dataset.trials.copy()
trials = trials.reset_index()
trials = trials[(trials.auto_rewarded==False)&(trials.aborted==False)]
go_trials = trials[trials.go==True]
catch_trials = trials[trials.catch==True]
ax[0] = ep.plot_lick_raster(go_trials, response_window=dataset.task_parameters['response_window_sec'], ax=ax[0], save_dir=None)
ax[1] = ep.plot_lick_raster(catch_trials, response_window=dataset.task_parameters['response_window_sec'], ax=ax[1], save_dir=None)
c:\users\marinag\documents\code\visual_behavior_analysis\visual_behavior\visualization\ophys\experiment_summary_figures.py:111: UserWarning: Attempting to set identical bottom == top == 0 results in singular transformations; automatically expanding. ax.set_ylim(0, len(trials)) c:\users\marinag\documents\code\visual_behavior_analysis\visual_behavior\visualization\ophys\experiment_summary_figures.py:111: UserWarning: Attempting to set identical bottom == top == 0 results in singular transformations; automatically expanding. ax.set_ylim(0, len(trials))
behavior_session_ids = []
for i, training_stage in enumerate(training_stages):
behavior_session_id = mouse_data[(mouse_data.training_stage==training_stage)&(mouse_data.first_day_of_stage)].index.values[0]
behavior_session_ids.append(behavior_session_id)
behavior_session_id = mouse_data[(mouse_data.training_stage==training_stage)&(mouse_data.last_day_of_stage)].index.values[0]
behavior_session_ids.append(behavior_session_id)
data_dict = {}
for behavior_session_id in behavior_session_ids:
dataset = cache.get_behavior_session(behavior_session_id)
data_dict[behavior_session_id] = dataset
C:\Users\marinag\AppData\Roaming\Python\Python37\site-packages\hdmf\spec\namespace.py:533: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.0 is already loaded.
% (ns['name'], ns['version'], self.__namespaces.get(ns['name'])['version']))
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\rig_geometry.py:135: UserWarning: This nwb file with identifier '742008131' has no eye tracking rig metadata. (NWB error: "'eye_tracking_rig_metadata' not found in processing of NWBFile 'root'.")
warnings.warn("This nwb file with identifier "
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\eye_tracking_table.py:136: UserWarning: This nwb file with identifier '742008131' has no eye tracking data. (NWB error: 'EyeTracking')
warnings.warn("This nwb file with identifier "
C:\Users\marinag\AppData\Roaming\Python\Python37\site-packages\hdmf\spec\namespace.py:533: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.0 is already loaded.
% (ns['name'], ns['version'], self.__namespaces.get(ns['name'])['version']))
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\rig_geometry.py:135: UserWarning: This nwb file with identifier '742008131' has no eye tracking rig metadata. (NWB error: "'eye_tracking_rig_metadata' not found in processing of NWBFile 'root'.")
warnings.warn("This nwb file with identifier "
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\eye_tracking_table.py:136: UserWarning: This nwb file with identifier '742008131' has no eye tracking data. (NWB error: 'EyeTracking')
warnings.warn("This nwb file with identifier "
C:\Users\marinag\AppData\Roaming\Python\Python37\site-packages\hdmf\spec\namespace.py:533: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.0 is already loaded.
% (ns['name'], ns['version'], self.__namespaces.get(ns['name'])['version']))
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\rig_geometry.py:135: UserWarning: This nwb file with identifier '742797917' has no eye tracking rig metadata. (NWB error: "'eye_tracking_rig_metadata' not found in processing of NWBFile 'root'.")
warnings.warn("This nwb file with identifier "
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\eye_tracking_table.py:136: UserWarning: This nwb file with identifier '742797917' has no eye tracking data. (NWB error: 'EyeTracking')
warnings.warn("This nwb file with identifier "
C:\Users\marinag\AppData\Roaming\Python\Python37\site-packages\hdmf\spec\namespace.py:533: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.0 is already loaded.
% (ns['name'], ns['version'], self.__namespaces.get(ns['name'])['version']))
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\rig_geometry.py:135: UserWarning: This nwb file with identifier '745355000' has no eye tracking rig metadata. (NWB error: "'eye_tracking_rig_metadata' not found in processing of NWBFile 'root'.")
warnings.warn("This nwb file with identifier "
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\eye_tracking_table.py:136: UserWarning: This nwb file with identifier '745355000' has no eye tracking data. (NWB error: 'EyeTracking')
warnings.warn("This nwb file with identifier "
C:\Users\marinag\AppData\Roaming\Python\Python37\site-packages\hdmf\spec\namespace.py:533: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.0 is already loaded.
% (ns['name'], ns['version'], self.__namespaces.get(ns['name'])['version']))
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\rig_geometry.py:135: UserWarning: This nwb file with identifier '745636848' has no eye tracking rig metadata. (NWB error: "'eye_tracking_rig_metadata' not found in processing of NWBFile 'root'.")
warnings.warn("This nwb file with identifier "
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\eye_tracking_table.py:136: UserWarning: This nwb file with identifier '745636848' has no eye tracking data. (NWB error: 'EyeTracking')
warnings.warn("This nwb file with identifier "
C:\Users\marinag\AppData\Roaming\Python\Python37\site-packages\hdmf\spec\namespace.py:533: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.0 is already loaded.
% (ns['name'], ns['version'], self.__namespaces.get(ns['name'])['version']))
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\rig_geometry.py:135: UserWarning: This nwb file with identifier '746222622' has no eye tracking rig metadata. (NWB error: "'eye_tracking_rig_metadata' not found in processing of NWBFile 'root'.")
warnings.warn("This nwb file with identifier "
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\eye_tracking_table.py:136: UserWarning: This nwb file with identifier '746222622' has no eye tracking data. (NWB error: 'EyeTracking')
warnings.warn("This nwb file with identifier "
C:\Users\marinag\AppData\Roaming\Python\Python37\site-packages\hdmf\spec\namespace.py:533: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.0 is already loaded.
% (ns['name'], ns['version'], self.__namespaces.get(ns['name'])['version']))
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\rig_geometry.py:135: UserWarning: This nwb file with identifier '746928360' has no eye tracking rig metadata. (NWB error: "'eye_tracking_rig_metadata' not found in processing of NWBFile 'root'.")
warnings.warn("This nwb file with identifier "
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\eye_tracking_table.py:136: UserWarning: This nwb file with identifier '746928360' has no eye tracking data. (NWB error: 'EyeTracking')
warnings.warn("This nwb file with identifier "
C:\Users\marinag\AppData\Roaming\Python\Python37\site-packages\hdmf\spec\namespace.py:533: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.0 is already loaded.
% (ns['name'], ns['version'], self.__namespaces.get(ns['name'])['version']))
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\rig_geometry.py:135: UserWarning: This nwb file with identifier '750781358' has no eye tracking rig metadata. (NWB error: "'eye_tracking_rig_metadata' not found in processing of NWBFile 'root'.")
warnings.warn("This nwb file with identifier "
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\eye_tracking_table.py:136: UserWarning: This nwb file with identifier '750781358' has no eye tracking data. (NWB error: 'EyeTracking')
warnings.warn("This nwb file with identifier "
C:\Users\marinag\AppData\Roaming\Python\Python37\site-packages\hdmf\spec\namespace.py:533: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.0 is already loaded.
% (ns['name'], ns['version'], self.__namespaces.get(ns['name'])['version']))
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\rig_geometry.py:135: UserWarning: This nwb file with identifier '752002559' has no eye tracking rig metadata. (NWB error: "'eye_tracking_rig_metadata' not found in processing of NWBFile 'root'.")
warnings.warn("This nwb file with identifier "
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\eye_tracking_table.py:136: UserWarning: This nwb file with identifier '752002559' has no eye tracking data. (NWB error: 'EyeTracking')
warnings.warn("This nwb file with identifier "
C:\Users\marinag\AppData\Roaming\Python\Python37\site-packages\hdmf\spec\namespace.py:533: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.0 is already loaded.
% (ns['name'], ns['version'], self.__namespaces.get(ns['name'])['version']))
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\rig_geometry.py:135: UserWarning: This nwb file with identifier '772658979' has no eye tracking rig metadata. (NWB error: "'eye_tracking_rig_metadata' not found in processing of NWBFile 'root'.")
warnings.warn("This nwb file with identifier "
C:\Users\marinag\Documents\Code\AllenSDK\allensdk\brain_observatory\behavior\data_objects\eye_tracking\eye_tracking_table.py:136: UserWarning: This nwb file with identifier '772658979' has no eye tracking data. (NWB error: 'EyeTracking')
warnings.warn("This nwb file with identifier "
n_stages = len(training_stages)
figsize = (20,10)
fig, ax = plt.subplots(2, n_stages, figsize=figsize)
ax = ax.ravel()
for i, training_stage in enumerate(training_stages):
behavior_session_id = mouse_data[(mouse_data.training_stage==training_stage)&(mouse_data.first_day_of_stage)].index.values[0]
dataset = data_dict[behavior_session_id]
trials = dataset.trials.copy()
trials = trials.reset_index()
trials = trials[(trials.auto_rewarded==False)&(trials.aborted==False)]
ax[i] = ep.plot_lick_raster(trials, response_window=dataset.task_parameters['response_window_sec'], ax=ax[i], save_dir=None)
ax[i].set_title(training_stage+', day 1')
behavior_session_id = mouse_data[(mouse_data.training_stage==training_stage)&(mouse_data.last_day_of_stage)].index.values[0]
dataset = data_dict[behavior_session_id]
trials = dataset.trials.copy()
trials = trials.reset_index()
trials = trials[(trials.auto_rewarded==False)&(trials.aborted==False)]
ax[i+n_stages] = ep.plot_lick_raster(trials, response_window=dataset.task_parameters['response_window_sec'], ax=ax[i+n_stages], save_dir=None)
ax[i+n_stages].set_title(training_stage+', day -1')
fig.tight_layout()
c:\users\marinag\documents\code\visual_behavior_analysis\visual_behavior\visualization\ophys\experiment_summary_figures.py:111: UserWarning: Attempting to set identical bottom == top == 0 results in singular transformations; automatically expanding. ax.set_ylim(0, len(trials)) c:\users\marinag\documents\code\visual_behavior_analysis\visual_behavior\visualization\ophys\experiment_summary_figures.py:111: UserWarning: Attempting to set identical bottom == top == 0 results in singular transformations; automatically expanding. ax.set_ylim(0, len(trials))
%%time
method = 'stimulus_based'
engaged_only = True
per_image = False
folder = get_save_folder(method, engaged_only, per_image)
behavior_session_ids = behavior_sessions.index.values
behavior_stats, problem_sessions = get_behavior_stats_for_sessions(behavior_session_ids, behavior_sessions,
method=method, engaged_only=engaged_only, per_image=per_image)
original_behavior_stats = behavior_stats.copy()
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Wall time: 1min 19s
order = np.sort(behavior_stats.training_stage.unique())
training_stages = np.hstack((order[-6:], order[:6]))
training_stages
array(['TRAINING_0', 'TRAINING_1', 'TRAINING_2', 'TRAINING_3',
'TRAINING_4', 'TRAINING_5', 'OPHYS_0', 'OPHYS_1', 'OPHYS_2',
'OPHYS_3', 'OPHYS_4', 'OPHYS_5'], dtype=object)
# useful info
# "novel training" is the first day of images after gratings
experience_levels = ['Gratings', 'Novel Training', 'Familiar Training', 'Familiar', 'Novel 1', 'Novel >1']
print(experience_levels)
cell_types = np.sort(behavior_sessions.cell_type.unique())
['Gratings', 'Novel Training', 'Familiar Training', 'Familiar', 'Novel 1', 'Novel >1']
metric = 'dprime_trial_corrected'
# colors = utils.get_experience_level_colors()
colors = utils.get_cre_line_colors()
fig, ax = plt.subplots(figsize=(10,5))
ax = sns.boxplot(data=behavior_stats, x='experience_level', y=metric, order=experience_levels,
hue='cell_type', hue_order=cell_types, palette=colors)
ax.legend(fontsize='small', title='', bbox_to_anchor=(1,1))
ax.set_xticklabels(experience_levels, rotation=45)
ax.set_xlabel('')
fig.tight_layout()
metric = 'dprime_trial_corrected'
colors = utils.get_experience_level_colors()
colors = [(0.5, 0.5, 0.5)]+colors
exp_levels = ['Training', 'Familiar', 'Novel 1', 'Novel >1']
data = behavior_stats[behavior_stats.experience_level.isin(exp_levels)]
fig, ax = plt.subplots(figsize=(8,4))
ax = sns.boxplot(data=data, x='cell_type', y=metric, order=cell_types,
hue='experience_level', hue_order=exp_levels, palette=colors, width=0.5, dodge=True)
ax.legend(fontsize='small', title='', bbox_to_anchor=(1,1))
ax.set_xlabel('')
ax.set_ylabel('d-prime')
fig.tight_layout()
metric = 'dprime_trial_corrected'
colors = utils.get_experience_level_colors()
colors = [(0.5, 0.5, 0.5)]+colors
metrics = ['dprime_non_trial_corrected',
'dprime_trial_corrected', 'hit_rate', 'fa_rate', 'fraction_engaged',
'number_of_engaged_catch_trials',
'number_of_engaged_false_alarms', 'number_of_engaged_go_trials',
'response_latency_mean', 'response_latency_std',]
exp_levels = ['Training', 'Familiar', 'Novel 1', 'Novel >1']
data = behavior_stats[behavior_stats.experience_level.isin(exp_levels)]
for metric in metrics:
fig, ax = plt.subplots(figsize=(8,4))
ax = sns.boxplot(data=data, x='cell_type', y=metric, order=cell_types,
hue='experience_level', hue_order=exp_levels, palette=colors, width=0.5, dodge=True)
ax.legend(fontsize='small', title='', bbox_to_anchor=(1,1))
ax.set_xlabel('')
fig.tight_layout()